Overview

Dataset Statistics

Number of Variables	18
Number of Rows	11534
Missing Cells	0
Missing Cells (%)	0.0%
Duplicate Rows	0
Duplicate Rows (%)	0.0%
Total Size in Memory	2.2 MB
Average Row Size in Memory	203.0 B
Variable Types	Categorical: 2 Numerical: 16

Dataset Insights

SHOTS_OFF_GOAL and CORNERS have similar distributions	Similar Distribution
SHOTS_ON_GOAL is skewed	Skewed
SHOTS_OFF_GOAL is skewed	Skewed
BLOCKED_SHOTS is skewed	Skewed
CORNERS is skewed	Skewed
OFFSIDES is skewed	Skewed
THROW_IN is skewed	Skewed
GOALKEEPER_SAVES is skewed	Skewed
YELLOW_CARDS is skewed	Skewed
COMPLETED_PASSES is skewed	Skewed

TACKLES is skewed	Skewed
ATTACKS is skewed	Skewed
DANGEROUS_ATTACKS is skewed	Skewed
ID has a high cardinality: 11534 distinct values	High Cardinality
ID has constant length 10	Constant Length
RED_CARDS has constant length 1	Constant Length
ID has all distinct values	Unique
BLOCKED_SHOTS has 2543 (22.05%) zeros	Zeros
FREE_KICKS has 1049 (9.09%) zeros	Zeros
OFFSIDES has 2201 (19.08%) zeros	Zeros

THROW_IN has 8482 (73.54%) zeros	Zeros
GOALKEEPER_SAVES has 664 (5.76%) zeros	Zeros
YELLOW_CARDS has 1207 (10.46%) zeros	Zeros
COMPLETED_PASSES has 6331 (54.89%) zeros	Zeros
TACKLES has 5586 (48.43%) zeros	Zeros
ATTACKS has 4359 (37.79%) zeros	Zeros
DANGEROUS_ATTACKS has 4358 (37.78%) zeros	Zeros

Variables

ID

categorical

Approximate Distinct Count	11534
Approximate Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory Size	844.8 KB

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	10
Standard Deviation	0
Median	10
Minimum	10
Maximum	10

Sample

1st row	I7XF6FSRAT
2nd row	KGJs2ZzqAT
3rd row	6XHk0D5eAT
4th row	KIrtyAcHAT
5th row	EFETfITFAT

Letter

Count	100078
Lowercase Letter	38858
Space Separator	0
Uppercase Letter	61220
Dash Punctuation	0
Decimal Number	15262

ID contains many words: 11534 words

ID has words of constant length

BALL_POSSESSION

numerical

Approximate Distinct Count	67
Approximate Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	48.7969
Minimum	16
Maximum	82
Zeros	0
Zeros (%)	0.0%
Negatives	0
Negatives (%)	0.0%

BALL_POSSESSION is skewed right (γ1 = 0.0362)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	16
5-th Percentile	31
Q1	41
Median	49
Q3	56
95-th Percentile	67
Maximum	82
Range	66
IQR	15

Descriptive Statistics

Mean	48.7969
Standard Deviation	10.9384
Variance	119.6484
Sum	562824
Skewness	0.03621
Kurtosis	-0.3412
Coefficient of Variation	0.2242

BALL_POSSESSION has 23 outliers

GOAL_ATTEMPTS

numerical

Approximate Distinct Count	32
Approximate Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	11.0407
Minimum	0
Maximum	32
Zeros	8
Zeros (%)	0.1%
Negatives	0
Negatives (%)	0.0%

GOAL_ATTEMPTS is skewed right (γ1 = 0.5783)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	4
Q1	8
Median	11
Q3	14
95-th Percentile	19
Maximum	32
Range	32
IQR	6

Descriptive Statistics

Mean	11.0407
Standard Deviation	4.6194
Variance	21.3384
Sum	127343
Skewness	0.5783
Kurtosis	0.3122
Coefficient of Variation	0.4184

GOAL_ATTEMPTS is not normally distributed (p-value 0.0022578394165349387)

GOAL_ATTEMPTS has 121 outliers

SHOTS_ON_GOAL

numerical

Approximate Distinct Count	18
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	4.0359
Minimum	0
Maximum	17
Zeros	356
Zeros (%)	3.1%
Negatives	0
Negatives (%)	0.0%

SHOTS_ON_GOAL is skewed right (γ1 = 0.7878)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	1
Q1	2
Median	4
Q3	5
95-th Percentile	8
Maximum	17
Range	17
IQR	3

Descriptive Statistics

Mean	4.0359
Standard Deviation	2.3684
Variance	5.6094
Sum	46550
Skewness	0.7878
Kurtosis	0.8515
Coefficient of Variation	0.5868

SHOTS_ON_GOAL is not normally distributed (p-value 4.688142368907484e-09)

SHOTS_ON_GOAL has 276 outliers

SHOTS_OFF_GOAL

numerical

Approximate Distinct Count	22
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	4.6141
Minimum	0
Maximum	21
Zeros	224
Zeros (%)	1.9%
Negatives	0
Negatives (%)	0.0%

SHOTS_OFF_GOAL is skewed right (γ1 = 0.833)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	1
Q1	3
Median	4
Q3	6
95-th Percentile	9
Maximum	21
Range	21
IQR	3

Descriptive Statistics

Mean	4.6141
Standard Deviation	2.5677
Variance	6.593
Sum	53219
Skewness	0.833
Kurtosis	1.2158
Coefficient of Variation	0.5565

SHOTS_OFF_GOAL is not normally distributed (p-value 1.6998430332693362e-08)

SHOTS_OFF_GOAL has 303 outliers

BLOCKED_SHOTS

numerical

Approximate Distinct Count	16
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	2.3907
Minimum	0
Maximum	15
Zeros	2543
Zeros (%)	22.1%
Negatives	0
Negatives (%)	0.0%

BLOCKED_SHOTS is skewed right (γ1 = 0.9813)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	1
Median	2
Q3	4
95-th Percentile	6
Maximum	15
Range	15
IQR	3

Descriptive Statistics

Mean	2.3907
Standard Deviation	2.0919
Variance	4.3759
Sum	27574
Skewness	0.9813
Kurtosis	1.1093
Coefficient of Variation	0.875

BLOCKED_SHOTS is not normally distributed (p-value 1.1162903860801047e-10)

BLOCKED_SHOTS has 109 outliers

FREE_KICKS

numerical

Approximate Distinct Count	38
Approximate Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	13.3595
Minimum	0
Maximum	39
Zeros	1049
Zeros (%)	9.1%
Negatives	0
Negatives (%)	0.0%

FREE_KICKS is skewed left (γ1 = -0.3887)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	10
Median	14
Q3	17
95-th Percentile	23
Maximum	39
Range	39
IQR	7

Descriptive Statistics

Mean	13.3595
Standard Deviation	6.1215
Variance	37.473
Sum	154088
Skewness	-0.3887
Kurtosis	0.4679
Coefficient of Variation	0.4582

FREE_KICKS is not normally distributed (p-value 0.0033987490314333797)

FREE_KICKS has 90 outliers

CORNERS

numerical

Approximate Distinct Count	19
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	4.5071
Minimum	0
Maximum	19
Zeros	313
Zeros (%)	2.7%
Negatives	0
Negatives (%)	0.0%

CORNERS is skewed right (γ1 = 0.6836)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	1
Q1	3
Median	4
Q3	6
95-th Percentile	9
Maximum	19
Range	19
IQR	3

Descriptive Statistics

Mean	4.5071
Standard Deviation	2.6151
Variance	6.8387
Sum	51985
Skewness	0.6836
Kurtosis	0.4735
Coefficient of Variation	0.5802

CORNERS is not normally distributed (p-value 9.629879493197861e-08)

CORNERS has 269 outliers

OFFSIDES

numerical

Approximate Distinct Count	14
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	1.9462
Minimum	0
Maximum	14
Zeros	2201
Zeros (%)	19.1%
Negatives	0
Negatives (%)	0.0%

OFFSIDES is skewed right (γ1 = 1.0953)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	1
Median	2
Q3	3
95-th Percentile	5
Maximum	14
Range	14
IQR	2

Descriptive Statistics

Mean	1.9462
Standard Deviation	1.6476
Variance	2.7147
Sum	22448
Skewness	1.0953
Kurtosis	1.6224
Coefficient of Variation	0.8466

OFFSIDES is not normally distributed (p-value 6.956774620259351e-13)

OFFSIDES has 165 outliers

THROW_IN

numerical

Approximate Distinct Count	42
Approximate Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	5.6325
Minimum	0
Maximum	50
Zeros	8482
Zeros (%)	73.5%
Negatives	0
Negatives (%)	0.0%

THROW_IN is skewed right (γ1 = 1.4204)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	0
Q3	12
95-th Percentile	27
Maximum	50
Range	50
IQR	12

Descriptive Statistics

Mean	5.6325
Standard Deviation	9.915
Variance	98.3076
Sum	64965
Skewness	1.4204
Kurtosis	0.551
Coefficient of Variation	1.7603

THROW_IN is not normally distributed (p-value 5.129706310809671e-25)

THROW_IN has 246 outliers

GOALKEEPER_SAVES

numerical

Approximate Distinct Count	19
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	3.3642
Minimum	0
Maximum	20
Zeros	664
Zeros (%)	5.8%
Negatives	0
Negatives (%)	0.0%

GOALKEEPER_SAVES is skewed right (γ1 = 0.9447)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	2
Median	3
Q3	5
95-th Percentile	7
Maximum	20
Range	20
IQR	3

Descriptive Statistics

Mean	3.3642
Standard Deviation	2.2044
Variance	4.8595
Sum	38803
Skewness	0.9447
Kurtosis	1.4888
Coefficient of Variation	0.6553

GOALKEEPER_SAVES is not normally distributed (p-value 5.513358427954064e-10)

GOALKEEPER_SAVES has 146 outliers

FOULS

numerical

Approximate Distinct Count	33
Approximate Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	12.9986
Minimum	0
Maximum	32
Zeros	1
Zeros (%)	0.0%
Negatives	0
Negatives (%)	0.0%

FOULS is skewed right (γ1 = 0.4143)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	7
Q1	10
Median	13
Q3	16
95-th Percentile	20
Maximum	32
Range	32
IQR	6

Descriptive Statistics

Mean	12.9986
Standard Deviation	4.2309
Variance	17.9005
Sum	149926
Skewness	0.4143
Kurtosis	0.3309
Coefficient of Variation	0.3255

FOULS is not normally distributed (p-value 0.0006953434387796892)

FOULS has 75 outliers

YELLOW_CARDS

numerical

Approximate Distinct Count	10
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	2.2458
Minimum	0
Maximum	9
Zeros	1207
Zeros (%)	10.5%
Negatives	0
Negatives (%)	0.0%

YELLOW_CARDS is skewed right (γ1 = 0.5559)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	1
Median	2
Q3	3
95-th Percentile	5
Maximum	9
Range	9
IQR	2

Descriptive Statistics

Mean	2.2458
Standard Deviation	1.4475
Variance	2.0954
Sum	25903
Skewness	0.5559
Kurtosis	0.2483
Coefficient of Variation	0.6446

YELLOW_CARDS is not normally distributed (p-value 8.085497151685823e-13)

YELLOW_CARDS has 69 outliers

RED_CARDS

categorical

Approximate Distinct Count	4
Approximate Unique (%)	0.0%
Missing	0
Missing (%)	0.0%
Memory Size	743.4 KB

The largest value (0) is over 8.85 times larger than the second largest value (1)

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	1
Standard Deviation	0
Median	1
Minimum	1
Maximum	1

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	11534

The top 2 categories (0, 1) take over 50.0%

The largest value (0) is over 8.85 times larger than the second largest value (1)
RED_CARDS has words of constant length

COMPLETED_PASSES

numerical

Approximate Distinct Count	618
Approximate Unique (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	196.4067
Minimum	0
Maximum	993
Zeros	6331
Zeros (%)	54.9%
Negatives	0
Negatives (%)	0.0%

COMPLETED_PASSES is skewed right (γ1 = 0.61)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	0
Q3	403
95-th Percentile	596
Maximum	993
Range	993
IQR	403

Descriptive Statistics

Mean	196.4067
Standard Deviation	232.4591
Variance	54037.2137
Sum	2.2654e+06
Skewness	0.61
Kurtosis	-1.0643
Coefficient of Variation	1.1836

COMPLETED_PASSES is not normally distributed (p-value 1.1683038655428251e-24)

TACKLES

numerical

Approximate Distinct Count	37
Approximate Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	8.341
Minimum	0
Maximum	38
Zeros	5586
Zeros (%)	48.4%
Negatives	0
Negatives (%)	0.0%

TACKLES is skewed right (γ1 = 0.4354)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	8
Q3	16
95-th Percentile	23
Maximum	38
Range	38
IQR	16

Descriptive Statistics

Mean	8.341
Standard Deviation	8.8601
Variance	78.5012
Sum	96205
Skewness	0.4354
Kurtosis	-1.2122
Coefficient of Variation	1.0622

TACKLES is not normally distributed (p-value 4.25920956804204e-24)

ATTACKS

numerical

Approximate Distinct Count	173
Approximate Unique (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	63.7961
Minimum	0
Maximum	241
Zeros	4359
Zeros (%)	37.8%
Negatives	0
Negatives (%)	0.0%

ATTACKS is skewed left (γ1 = -0.0908)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	82
Q3	107
95-th Percentile	139
Maximum	241
Range	241
IQR	107

Descriptive Statistics

Mean	63.7961
Standard Deviation	53.4895
Variance	2861.1229
Sum	735824
Skewness	-0.09081
Kurtosis	-1.4824
Coefficient of Variation	0.8384

ATTACKS is not normally distributed (p-value 8.643420885816849e-23)

DANGEROUS_ATTACKS

numerical

Approximate Distinct Count	125
Approximate Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	28.7356
Minimum	0
Maximum	135
Zeros	4358
Zeros (%)	37.8%
Negatives	0
Negatives (%)	0.0%

DANGEROUS_ATTACKS is skewed right (γ1 = 0.4326)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	31
Q3	48
95-th Percentile	74
Maximum	135
Range	135
IQR	48

Descriptive Statistics

Mean	28.7356
Standard Deviation	26.5888
Variance	706.9666
Sum	331436
Skewness	0.4326
Kurtosis	-0.662
Coefficient of Variation	0.9253

DANGEROUS_ATTACKS is not normally distributed (p-value 2.3712848940684097e-23)

DANGEROUS_ATTACKS has 8 outliers

Interactions

Correlations

Pearson Spearman KendallTau

Missing Values

Bar Chart Spectrum Heat Map Dendrogram